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Detecting Speech and Music in Audio Content

The Netflix TechBlog

To evaluate and benchmark our dataset, we manually labeled 20 audio tracks from various TV shows which do not overlap with our training data. One of the fundamental issues encountered during the annotation of our manually-labeled TVSM-test set, was the definition of music and speech. What constitutes music or speech?

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Why engaged teams are not always the best performers?

Abhishek Tiwari

Motivation represents a positive energy, at the other end of the spectrum is we have burnout. Vigor is characterised by high levels of energy and mental resilience while working. test-driven development, pair programming, continuous delivery) and outcome performance (e.g. They set a higher benchmark for themselves.

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Top500 list: a brief introduction

PDC

It ranks the world’s 500 most powerful supercomputers based on their performance as measured by the Linpack benchmark. The ranking of the supercomputers in the Top500 list is determined by their performance as measured in specific tests. The Green500 list ranks the most energy-efficient supercomputers.

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What Adrian Did Next?—?Part 2?—?Sun Microsystems

Adrian Cockcroft

Another big jump, but now it was my job to run benchmarks in the lab, and write white papers that explained the new products to the world, as they were launched. I was mostly coding in C, tuning FORTRAN, and when I needed to do a lot of data analysis of benchmark results used the S-PLUS statistics language, that is the predecessor to R.

Tuning 52
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How to maximize CPU performance for PostgreSQL 12.0 benchmarks on Linux

HammerDB

HammerDB doesn’t publish competitive database benchmarks, instead we always encourage people to be better informed by running their own. So over at Phoronix some database benchmarks were published showing PostgreSQL 12 Performance With AMD EPYC 7742 vs. Intel Xeon Platinum 8280 Benchmarks . uname -a Linux ubuntu19 5.3.0-rc3-custom

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Building a Media Understanding Platform for ML Innovations

The Netflix TechBlog

We build creator tooling to enable these colleagues to focus their time and energy on creativity. Unfortunately, much of their energy goes into labor-intensive pre-work. In addition, we were able to perform a handful of A/B tests to validate or negate our hypotheses for tuning the search experience.

Media 291
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The Surprising Effectiveness of Non-Overlapping, Sensitivity-Based Performance Models

John McCalpin

To show that I can criticize my own work as well, here I show that sustained memory bandwidth (using an approximation to the STREAM Benchmark ) is also inadequate as a single figure of metric. (It Over time, the mechanisms introduced for reducing energy consumption (first in laptops) became available more broadly.